{"id":20841066,"url":"https://github.com/benchopt/benchmark_linear_svm_binary_classif_no_intercept","last_synced_at":"2025-05-08T22:06:39.623Z","repository":{"id":44789727,"uuid":"331263317","full_name":"benchopt/benchmark_linear_svm_binary_classif_no_intercept","owner":"benchopt","description":"Benchopt Benchmark for SVM for binary classification","archived":false,"fork":false,"pushed_at":"2023-07-05T08:46:27.000Z","size":17,"stargazers_count":1,"open_issues_count":3,"forks_count":5,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-05-08T22:06:34.186Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/benchopt.png","metadata":{"files":{"readme":"README.rst","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2021-01-20T09:57:20.000Z","updated_at":"2021-12-02T19:55:04.000Z","dependencies_parsed_at":"2023-01-23T10:00:57.130Z","dependency_job_id":null,"html_url":"https://github.com/benchopt/benchmark_linear_svm_binary_classif_no_intercept","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_linear_svm_binary_classif_no_intercept","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_linear_svm_binary_classif_no_intercept/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_linear_svm_binary_classif_no_intercept/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/benchopt%2Fbenchmark_linear_svm_binary_classif_no_intercept/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/benchopt","download_url":"https://codeload.github.com/benchopt/benchmark_linear_svm_binary_classif_no_intercept/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253154974,"owners_count":21862622,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-18T01:18:40.483Z","updated_at":"2025-05-08T22:06:39.557Z","avatar_url":"https://github.com/benchopt.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"Benchmark repository for linear SVM for binary classification\n=============================================================\n\n|Build Status| |Python 3.6+|\n\nBenchopt is a package to simplify and make more transparent and\nreproducible the comparisons of optimization algorithms.\nThe linear SVM consists in solving the following program:\n\n.. math::\n\n    \\min_w C \\sum_{i=1}^{n} max(1 - y_i x_i^\\top w, 0) + \\frac{1}{2} \\sum_{j=1}^p w_j^2\n\nwhere n (or n_samples) stands for the number of samples, p (or n_features) stands for the number of features and\n\n.. math::\n\n y \\in \\mathbb{R}^n, X = [x_1^\\top, \\dots, x_n^\\top]^\\top \\in \\mathbb{R}^{n \\times p}\n\nInstall\n--------\n\nThis benchmark can be run using the following commands:\n\n.. code-block::\n\n   $ pip install -U benchopt\n   $ git clone https://github.com/benchopt/benchmark_linear_svm_binary_classif_no_intercept\n   $ benchopt run ./benchmark_linear_svm_binary_classif_no_intercept\n\nApart from the problem, options can be passed to `benchopt run`, to restrict the benchmarks to some solvers or datasets, e.g.:\n\n.. code-block::\n\n\t$ benchopt run ./benchmark_linear_svm_binary_classif_no_intercept -s sklearn -d simulated --max-runs 10 --n-repetitions 10\n\n\nUse `benchopt run -h` for more details about these options, or visit https://benchopt.github.io/cli.html.\n\n.. |Build Status| image:: https://github.com/benchopt/benchmark_linear_svm_binary_classif_no_intercept/workflows/Tests/badge.svg\n   :target: https://github.com/benchopt/benchmark_linear_svm_binary_classif_no_intercept/actions\n.. |Python 3.6+| image:: https://img.shields.io/badge/python-3.6%2B-blue\n   :target: https://www.python.org/downloads/release/python-360/\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbenchopt%2Fbenchmark_linear_svm_binary_classif_no_intercept","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbenchopt%2Fbenchmark_linear_svm_binary_classif_no_intercept","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbenchopt%2Fbenchmark_linear_svm_binary_classif_no_intercept/lists"}